{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load packages\n",
    "import os\n",
    "import sys\n",
    "PROJECT_DIR = os.path.abspath(os.path.abspath('') + \"/../..\")\n",
    "sys.path.append(PROJECT_DIR)\n",
    "\n",
    "import numpy as np\n",
    "import torch as th\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from basicts.utils import load_pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from basicts.data import SCALER_REGISTRY"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Hyper-Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hyper-parameter\n",
    "DATASET_NAME = \"PEMS04\"\n",
    "# DATASET_NAME = \"METR-LA\"\n",
    "INPUT_LEN = 336\n",
    "OUTPUT_LEN = 336\n",
    "MODE = \"train\"\n",
    "RESCALE = False\n",
    "\n",
    "assert MODE in [\"train\", \"valid\", \"test\"], \"error mode\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# file paths\n",
    "data_file_path = PROJECT_DIR + \"/datasets/{0}/data_in_{1}_out_{2}_rescale_{3}.pkl\".format(DATASET_NAME, INPUT_LEN, OUTPUT_LEN, RESCALE)\n",
    "index_file_path = PROJECT_DIR + \"/datasets/{0}/index_in_{1}_out_{2}_rescale_{3}.pkl\".format(DATASET_NAME, INPUT_LEN, OUTPUT_LEN, RESCALE)\n",
    "scaler_file_path = PROJECT_DIR + \"/datasets/{0}/scaler_in_{1}_out_{2}_rescale_{3}.pkl\".format(DATASET_NAME, INPUT_LEN, OUTPUT_LEN, RESCALE)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Read Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if_exists = os.path.exists(data_file_path) and os.path.exists(index_file_path) and os.path.exists(scaler_file_path)\n",
    "err_msg = \"Dataset {0} under settings (input_len={1}, output_len={2}) does not exist.\".format(DATASET_NAME, INPUT_LEN, OUTPUT_LEN)\n",
    "tip_msg = \"Please run the following command to generate the dataset: python scripts/data_preparation/{0}/generate_training_data.py --history_seq_len {1} --future_seq_len {2}\".format(DATASET_NAME, INPUT_LEN, OUTPUT_LEN)\n",
    "\n",
    "if not if_exists:\n",
    "    print(err_msg)\n",
    "    print(tip_msg)\n",
    "    sys.exit(1)\n",
    "\n",
    "# load pre-processed data (normalized)\n",
    "data = load_pkl(data_file_path)[\"processed_data\"]\n",
    "# load indexes of samples\n",
    "index = load_pkl(index_file_path)[MODE]\n",
    "# load scaler\n",
    "scaler = load_pkl(scaler_file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data shape: (16992, 307, 3)\n",
      "top ten sliding windows: [(0, 336, 672), (1, 337, 673), (2, 338, 674), (3, 339, 675), (4, 340, 676), (5, 341, 677), (6, 342, 678), (7, 343, 679), (8, 344, 680), (9, 345, 681)]\n",
      "number of sliding windows (i.e., train samples): 9793\n",
      "scaler information: {'func': 're_standard_transform', 'args': {'mean': array([[[236.56862164],\n",
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      "        [112.00418523],\n",
      "        [167.05584382],\n",
      "        [154.19853229],\n",
      "        [ 74.44958273],\n",
      "        [ 92.59501889],\n",
      "        [158.90966036],\n",
      "        [112.24026549],\n",
      "        [124.21264643],\n",
      "        [114.86831879],\n",
      "        [141.37615007],\n",
      "        [ 78.75848564],\n",
      "        [234.50599963],\n",
      "        [203.49714703],\n",
      "        [190.39602283],\n",
      "        [123.65869764],\n",
      "        [121.96596599],\n",
      "        [104.59418654],\n",
      "        [142.93853805],\n",
      "        [195.97847076],\n",
      "        [111.32749013],\n",
      "        [ 82.79284446]]])}}\n"
     ]
    }
   ],
   "source": [
    "# data\n",
    "print(\"data shape: {0}\".format(data.shape))\n",
    "# index\n",
    "print(\"top ten sliding windows: {0}\".format(index[:10]))\n",
    "print(\"number of sliding windows (i.e., {0} samples): {1}\".format(MODE, len(index)))\n",
    "# scaler\n",
    "print(\"scaler information: {0}\".format(scaler))\n",
    "# re-normalize data for visualization\n",
    "if RESCALE:\n",
    "    data[:, :, [0]] = SCALER_REGISTRY.get(scaler[\"func\"])(th.Tensor(data[:, :, [0]]), **scaler[\"args\"]).numpy()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Plot Raw Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_raw_data(data: np.array, selected_node_id: int, begin_time: int = None, end_time: int = None, line_width: float = 1.5, font_size: int = 16, color=\"green\", figure_size: tuple = (10, 5)):\n",
    "    \"\"\"plot raw data.\n",
    "\n",
    "    Args:\n",
    "        data (np.array): raw data with shape [num_time_slices, num_time_series, num_features].\n",
    "        selected_node_id (int): selected time series.\n",
    "        begin_time (int, optional): begin time. Defaults to None.\n",
    "        end_time (int, optional): end time. Defaults to None.\n",
    "        line_width (float, optional): line width. Defaults to 1.5.\n",
    "        font_size (int, optional): font size. Defaults to 16.\n",
    "        color (str, optional): color. Defaults to \"green\".\n",
    "        figure_size (tuple, optional): figure size. Defaults to (10, 5).\n",
    "    \"\"\"\n",
    "    time_span = data.shape[0]\n",
    "    assert begin_time < end_time, \"begin_time should be less than end_time\"\n",
    "    assert begin_time >= 0, \"begin_time should be greater than or equal to 0\"\n",
    "    assert end_time <= time_span, \"end_time should be less than or equal to {0}\".format(time_span)\n",
    "    plt.rcParams['figure.figsize'] = figure_size\n",
    "    plot_data = data[begin_time:end_time, selected_node_id, 0]\n",
    "    plot_index = np.arange(plot_data.shape[0])\n",
    "    plt.plot(plot_index, plot_data, linewidth=line_width, color=color, label=\"raw data\")\n",
    "    plt.grid()\n",
    "    plt.legend(fontsize=font_size)\n",
    "    # plt.savefig('vis.eps',dpi=600,format='eps', transparent=True)\n",
    "    plt.show()\n",
    "    plt.clf()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_raw_data(data=data, selected_node_id=12, begin_time=13830, end_time=14800, line_width=1.5, font_size=16, color=\"#15429a\", figure_size=(12, 5))\n",
    "# 18 \n",
    "# 10 5\n",
    "# plot_raw_data(data=data, selected_node_id=12, begin_time=13900, end_time=15150, line_width=1.5, font_size=16, color=\"#15429a\", figure_size=(10, 5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_raw_data_multi_variable(data: np.array, node_ids: int, begin_time: int = None, end_time: int = None, line_width: float = 1.5, font_size: int = 16, figure_size: tuple = (10, 5)):\n",
    "    \"\"\"plot raw data.\n",
    "\n",
    "    Args:\n",
    "        data (np.array): raw data with shape [num_time_slices, num_time_series, num_features].\n",
    "        selected_node_id (int): selected time series.\n",
    "        begin_time (int, optional): begin time. Defaults to None.\n",
    "        end_time (int, optional): end time. Defaults to None.\n",
    "        line_width (float, optional): line width. Defaults to 1.5.\n",
    "        font_size (int, optional): font size. Defaults to 16.\n",
    "        color (str, optional): color. Defaults to \"green\".\n",
    "        figure_size (tuple, optional): figure size. Defaults to (10, 5).\n",
    "    \"\"\"\n",
    "    time_span = data.shape[0]\n",
    "    assert begin_time < end_time, \"begin_time should be less than end_time\"\n",
    "    assert begin_time >= 0, \"begin_time should be greater than or equal to 0\"\n",
    "    assert end_time <= time_span, \"end_time should be less than or equal to {0}\".format(time_span)\n",
    "    plt.rcParams['figure.figsize'] = figure_size\n",
    "    for selected_node_id in node_ids:\n",
    "        plot_data = data[begin_time:end_time, selected_node_id, 0]\n",
    "        plot_index = np.arange(plot_data.shape[0])\n",
    "        plt.plot(plot_index, plot_data, linewidth=line_width, label=\"ID: {0}\".format(selected_node_id))\n",
    "    plt.grid()\n",
    "    plt.legend(fontsize=font_size)\n",
    "    plt.show()\n",
    "    plt.clf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_raw_data_multi_variable(data=data, node_ids=[0, 1, 2, 3, 4], begin_time=0, end_time=1000, line_width=1.5, font_size=16, figure_size=(10, 5))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Plot Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sample(data: np.array, index: list, selected_node_id: int, selected_sample_id: int, line_width: float = 1.5, font_size: int = 16, history_color=\"blue\", future_color=\"red\", figure_size: tuple = (10, 5)):\n",
    "    \"\"\"plot a sample.\n",
    "    \n",
    "    Args:\n",
    "        data (np.array): raw data with shape [num_time_slices, num_time_series, num_features].\n",
    "        index (list): indexes of samples.\n",
    "        selected_node_id (int): selected time series.\n",
    "        selected_sample_id (int): selected sample.\n",
    "        line_width (float, optional): line width. Defaults to 1.5.\n",
    "        font_size (int, optional): font size. Defaults to 16.\n",
    "        history_color (str, optional): color of history data. Defaults to \"blue\".\n",
    "        future_color (str, optional): color of future data. Defaults to \"red\".\n",
    "        figure_size (tuple, optional): figure size. Defaults to (10, 5).\n",
    "    \"\"\"\n",
    "    num_samples = len(index)\n",
    "    assert selected_sample_id < num_samples, \"selected_sample_id should be less than {0}\".format(num_samples)\n",
    "    plt.rcParams['figure.figsize'] = figure_size\n",
    "    sample_index = index[selected_sample_id]\n",
    "    plot_history_data = data[sample_index[0]:sample_index[1], selected_node_id, 0]\n",
    "    plot_future_data = data[sample_index[1]:sample_index[2], selected_node_id, 0]\n",
    "    plot_history_index = np.arange(sample_index[0], sample_index[1])\n",
    "    plot_future_index = np.arange(sample_index[1], sample_index[2])\n",
    "    plt.plot(plot_history_index, plot_history_data, linewidth=line_width, color=history_color, label=\"history data\")\n",
    "    plt.plot(plot_future_index, plot_future_data, linewidth=line_width, color=future_color, label=\"future data\")\n",
    "    # lint two parts\n",
    "    plt.plot([plot_history_index[-1], plot_future_index[0]], [plot_history_data[-1], plot_future_data[0]], linewidth=line_width, color=future_color)\n",
    "    plt.grid()\n",
    "    plt.legend(fontsize=font_size)\n",
    "    plt.show()\n",
    "    plt.clf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sample(data=data, index=index, selected_node_id=0, selected_sample_id=200, line_width=1.5, font_size=16, history_color=\"blue\", future_color=\"red\", figure_size=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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